Operations | Monitoring | ITSM | DevOps | Cloud

Ever since artificial intelligence became the new normal, building products has also taken a completely different form. Before, designers used to depend on guesses and long testing periods. That isn't the case anymore. AI is able to study data, see the patterns in them and suggest better options. It isn't surprising that it has now become a necessity for several companies.

Microsoft has been pushing Copilot hard over the past year. Between the rebrand of Office to Microsoft 365 Copilot, the launch of Copilot Tasks, and the more recent arrival of Copilot Cowork, there is a clear message: AI is supposed to handle the heavy lifting. For many businesses, though, the reality is more complicated than the marketing suggests. Copilot is a strong productivity tool within its own ecosystem, but expecting it to fix workflows that span multiple disconnected systems is where things start to fall apart.

Landing a big-logo customer feels great-until their security questionnaire hits your inbox. For most B2B SaaS teams, SOC 2 compliance is the roadblock. You connect a tool, dashboards turn green, and then stall: about 20% of evidence still needs screenshots, sign-offs, or frantic Slack chases. That last-mile grind drags engineers back into spreadsheets just when the audit seems done.

From a business executive's perspective, the core question is not how many metrics a tool collects, but how clearly it connects technology to business productivity, cost, and risk. Dave Wagner summarizes this nicely: "if you're a business leader, what's really powerful about Collective IQ is it's not just technology metrics, it's productivity metrics."

The cloud is the cheapest processing you can buy... until you get the bill! Unfortunately, Cloud service costs are notoriously opaque when it comes to transactional and operations costs. The results can be unexpected bills and even damage to the ROI of cloud programs. SAP BTP is no exception, but it doesn't have to be this way. Good FinOps discipline is readily available for BTP - and beyond avoiding "bill shock" such monitoring is just good operational hygiene, preserving budget and resources for productive investment.